Profiling Report

Dataset statistics

Number of variables	11
Number of observations	320772
Missing cells	1001655
Missing cells (%)	28.4%
Duplicate rows	25853
Duplicate rows (%)	8.1%
Total size in memory	26.9 MiB
Average record size in memory	88.0 B

Variable types

Numeric	11

Alerts

Dataset has 25853 (8.1%) duplicate rows	Duplicates
`salt_100g` is highly overall correlated with `sodium_100g`	High correlation
`sodium_100g` is highly overall correlated with `salt_100g`	High correlation
`fat_100g` is highly overall correlated with `energy_100g` and 3 other fields	High correlation
`saturated_fat_100g` is highly overall correlated with `energy_100g` and 3 other fields	High correlation
`nutrition_score_uk_100g` is highly overall correlated with `energy_100g` and 3 other fields	High correlation
`nutrition_score_fr_100g` is highly overall correlated with `energy_100g` and 3 other fields	High correlation
`energy_100g` is highly overall correlated with `fat_100g` and 3 other fields	High correlation
`fiber_100g` is highly overall correlated with `sugars_100g` and 1 other fields	High correlation
`sugars_100g` is highly overall correlated with `fiber_100g` and 1 other fields	High correlation
`energy_100g` has 59659 (18.6%) missing values	Missing
`salt_100g` has 65262 (20.3%) missing values	Missing
`sodium_100g` has 65309 (20.4%) missing values	Missing
`fiber_100g` has 119886 (37.4%) missing values	Missing
`additives_n` has 71833 (22.4%) missing values	Missing
`sugars_100g` has 75801 (23.6%) missing values	Missing
`fat_100g` has 76881 (24.0%) missing values	Missing
`saturated_fat_100g` has 91218 (28.4%) missing values	Missing
`nutrition_score_uk_100g` has 99562 (31.0%) missing values	Missing
`nutrition_score_fr_100g` has 99562 (31.0%) missing values	Missing
`cholesterol_100g` has 176682 (55.1%) missing values	Missing
`energy_100g` is highly skewed (γ1 = 491.0039771)	Skewed
`salt_100g` is highly skewed (γ1 = 493.5037928)	Skewed
`sodium_100g` is highly skewed (γ1 = 493.458469)	Skewed
`fiber_100g` is highly skewed (γ1 = 363.5478054)	Skewed
`cholesterol_100g` is highly skewed (γ1 = 221.1178099)	Skewed
`energy_100g` has 8909 (2.8%) zeros	Zeros
`salt_100g` has 34174 (10.7%) zeros	Zeros
`sodium_100g` has 34131 (10.6%) zeros	Zeros
`fiber_100g` has 68833 (21.5%) zeros	Zeros
`additives_n` has 94259 (29.4%) zeros	Zeros
`sugars_100g` has 37077 (11.6%) zeros	Zeros
`fat_100g` has 64504 (20.1%) zeros	Zeros
`saturated_fat_100g` has 68736 (21.4%) zeros	Zeros
`nutrition_score_uk_100g` has 13588 (4.2%) zeros	Zeros
`nutrition_score_fr_100g` has 12763 (4.0%) zeros	Zeros
`cholesterol_100g` has 89441 (27.9%) zeros	Zeros

Reproduction

Analysis started	2024-06-07 15:43:35.174166
Analysis finished	2024-06-07 15:44:02.450107
Duration	27.28 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

energy_100g
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	3997
Distinct (%)	1.5%
Missing	59659
Missing (%)	18.6%
Infinite	0
Infinite (%)	0.0%
Mean	1141.9146

Minimum	0
Maximum	3251373
Zeros	8909
Zeros (%)	2.8%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	71
Q1	377
median	1100
Q3	1674
95-th percentile	2389
Maximum	3251373
Range	3251373
Interquartile range (IQR)	1297

Descriptive statistics

Standard deviation	6447.1541
Coefficient of variation (CV)	5.6459161
Kurtosis	247388.17
Mean	1141.9146
Median Absolute Deviation (MAD)	657
Skewness	491.00398
Sum	2.9816875 × 10⁸
Variance	41565796
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8909	2.8%
2092	5075	1.6%
1674	4012	1.3%
1494	3916	1.2%
1644	3282	1.0%
1393	3225	1.0%
1046	2945	0.9%
1569	2825	0.9%
1795	2350	0.7%
1197	2314	0.7%
Other values (3987)	222260	69.3%
(Missing)	59659	18.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8909	2.8%
0.02	1	< 0.1%
0.42	1	< 0.1%
0.48	1	< 0.1%
0.6	1	< 0.1%
0.8	7	< 0.1%
0.9	4	< 0.1%
0.92	4	< 0.1%
1	50	< 0.1%
1.1	1	< 0.1%

Value	Count	Frequency (%)
3251373	1	< 0.1%
231199	1	< 0.1%
182764	1	< 0.1%
110579	1	< 0.1%
94140	1	< 0.1%
87217	1	< 0.1%
69292	1	< 0.1%
26861	1	< 0.1%
22000	1	< 0.1%
18700	1	< 0.1%

salt_100g
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	5586
Distinct (%)	2.2%
Missing	65262
Missing (%)	20.3%
Infinite	0
Infinite (%)	0.0%
Mean	2.0286239

Minimum	0
Maximum	64312.8
Zeros	34174
Zeros (%)	10.7%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.0635
median	0.58166
Q3	1.37414
95-th percentile	4.064
Maximum	64312.8
Range	64312.8
Interquartile range (IQR)	1.31064

Descriptive statistics

Standard deviation	128.26945
Coefficient of variation (CV)	63.229784
Kurtosis	247314.47
Mean	2.0286239
Median Absolute Deviation (MAD)	0.55666
Skewness	493.50379
Sum	518333.71
Variance	16453.053
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34174	10.7%
0.01	3692	1.2%
0.1	3467	1.1%
1	2231	0.7%
0.0254	2093	0.7%
1.27	1941	0.6%
1.63322	1825	0.6%
0.127	1779	0.6%
0.03	1636	0.5%
1.3	1551	0.5%
Other values (5576)	201121	62.7%
(Missing)	65262	20.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	34174	10.7%
5 × 10^-8	1	< 0.1%
9.999999 × 10^-8	2	< 0.1%
1 × 10^-6	1	< 0.1%
5 × 10^-6	1	< 0.1%
7.874 × 10^-6	1	< 0.1%
1 × 10^-5	5	< 0.1%
1.3 × 10^-5	4	< 0.1%
2 × 10^-5	1	< 0.1%
2.413 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
64312.8	1	< 0.1%
3556	1	< 0.1%
3048	1	< 0.1%
2452.41318	1	< 0.1%
2177.14322	1	< 0.1%
2032	1	< 0.1%
1799.16582	1	< 0.1%
1669.14322	1	< 0.1%
1318.38192	1	< 0.1%
1139.1519	1	< 0.1%

sodium_100g
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	5291
Distinct (%)	2.1%
Missing	65309
Missing (%)	20.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.79881546

Minimum	0
Maximum	25320
Zeros	34131
Zeros (%)	10.6%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.025
median	0.229
Q3	0.541
95-th percentile	1.6
Maximum	25320
Range	25320
Interquartile range (IQR)	0.516

Descriptive statistics

Standard deviation	50.504428
Coefficient of variation (CV)	63.22415
Kurtosis	247269.02
Mean	0.79881546
Median Absolute Deviation (MAD)	0.21915748
Skewness	493.45847
Sum	204067.79
Variance	2550.6972
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34131	10.6%
0.003937007874	3687	1.1%
0.03937007874	3451	1.1%
0.3937007874	2216	0.7%
0.01	2092	0.7%
0.5	1939	0.6%
0.01181102362	1927	0.6%
0.643	1848	0.6%
0.05	1779	0.6%
0.5118110236	1545	0.5%
Other values (5281)	200848	62.6%
(Missing)	65309	20.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	34131	10.6%
1.968503937 × 10^-8	1	< 0.1%
3.93700748 × 10^-8	2	< 0.1%
3.937007874 × 10^-7	1	< 0.1%
1.968503937 × 10^-6	1	< 0.1%
3.1 × 10^-6	1	< 0.1%
3.937007874 × 10^-6	5	< 0.1%
5.118110236 × 10^-6	4	< 0.1%
7.874015748 × 10^-6	1	< 0.1%
9.5 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
25320	1	< 0.1%
1400	1	< 0.1%
1200	1	< 0.1%
965.517	1	< 0.1%
857.143	1	< 0.1%
800	1	< 0.1%
708.333	1	< 0.1%
657.143	1	< 0.1%
519.048	1	< 0.1%
448.485	1	< 0.1%

fiber_100g
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED ZEROS

Distinct	1016
Distinct (%)	0.5%
Missing	119886
Missing (%)	37.4%
Infinite	0
Infinite (%)	0.0%
Mean	2.8621109

Minimum	-6.7
Maximum	5380
Zeros	68833
Zeros (%)	21.5%
Negative	1
Negative (%)	< 0.1%
Memory size	2.4 MiB

Quantile statistics

Minimum	-6.7
5-th percentile	0
Q1	0
median	1.5
Q3	3.6
95-th percentile	10.5
Maximum	5380
Range	5386.7
Interquartile range (IQR)	3.6

Descriptive statistics

Standard deviation	12.867578
Coefficient of variation (CV)	4.4958348
Kurtosis	151802.73
Mean	2.8621109
Median Absolute Deviation (MAD)	1.5
Skewness	363.54781
Sum	574958.02
Variance	165.57456
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	68833	21.5%
3.6	8525	2.7%
3.3	3991	1.2%
1.8	3886	1.2%
0.8	3829	1.2%
7.1	3707	1.2%
2	3531	1.1%
1.6	3428	1.1%
0.5	3419	1.1%
1.2	3278	1.0%
Other values (1006)	94459	29.4%
(Missing)	119886	37.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-6.7	1	< 0.1%
0	68833	21.5%
0.0001	2	< 0.1%
0.0002	1	< 0.1%
0.001	16	< 0.1%
0.002	3	< 0.1%
0.004	1	< 0.1%
0.00416	1	< 0.1%
0.005	2	< 0.1%
0.01	72	< 0.1%

Value	Count	Frequency (%)
5380	1	< 0.1%
250	1	< 0.1%
178	1	< 0.1%
166.7	1	< 0.1%
100	10	< 0.1%
99	1	< 0.1%
94.8	1	< 0.1%
92.4	1	< 0.1%
90	1	< 0.1%
88	2	< 0.1%

additives_n
Real number (ℝ)

MISSING ZEROS

Distinct	31
Distinct (%)	< 0.1%
Missing	71833
Missing (%)	22.4%
Infinite	0
Infinite (%)	0.0%
Mean	1.9360245

Minimum	0
Maximum	31
Zeros	94259
Zeros (%)	29.4%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	7
Maximum	31
Range	31
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.5020195
Coefficient of variation (CV)	1.2923491
Kurtosis	7.4179254
Mean	1.9360245
Median Absolute Deviation (MAD)	1
Skewness	2.1753736
Sum	481952
Variance	6.2601014
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	94259	29.4%
1	46509	14.5%
2	36520	11.4%
3	23680	7.4%
4	15243	4.8%
5	10935	3.4%
6	7290	2.3%
7	4702	1.5%
8	3359	1.0%
9	2194	0.7%
Other values (21)	4248	1.3%
(Missing)	71833	22.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	94259	29.4%
1	46509	14.5%
2	36520	11.4%
3	23680	7.4%
4	15243	4.8%
5	10935	3.4%
6	7290	2.3%
7	4702	1.5%
8	3359	1.0%
9	2194	0.7%

Value	Count	Frequency (%)
31	4	< 0.1%
29	2	< 0.1%
28	2	< 0.1%
27	2	< 0.1%
26	3	< 0.1%
25	11	< 0.1%
24	10	< 0.1%
23	15	< 0.1%
22	27	< 0.1%
21	21	< 0.1%

sugars_100g
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	4068
Distinct (%)	1.7%
Missing	75801
Missing (%)	23.6%
Infinite	0
Infinite (%)	0.0%
Mean	16.003484

Minimum	-17.86
Maximum	3520
Zeros	37077
Zeros (%)	11.6%
Negative	7
Negative (%)	< 0.1%
Memory size	2.4 MiB

Quantile statistics

Minimum	-17.86
5-th percentile	0
Q1	1.3
median	5.71
Q3	24
95-th percentile	62.5
Maximum	3520
Range	3537.86
Interquartile range (IQR)	22.7

Descriptive statistics

Standard deviation	22.327284
Coefficient of variation (CV)	1.3951515
Kurtosis	2477.5694
Mean	16.003484
Median Absolute Deviation (MAD)	5.71
Skewness	17.201619
Sum	3920389.4
Variance	498.50763
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	37077	11.6%
3.57	7148	2.2%
0.5	4589	1.4%
3.33	3706	1.2%
1	2666	0.8%
20	2347	0.7%
6.67	2269	0.7%
10	2192	0.7%
50	2129	0.7%
2	2042	0.6%
Other values (4058)	178806	55.7%
(Missing)	75801	23.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-17.86	1	< 0.1%
-6.67	1	< 0.1%
-6.25	1	< 0.1%
-3.57	1	< 0.1%
-1.2	1	< 0.1%
-0.8	1	< 0.1%
-0.1	1	< 0.1%
0	37077	11.6%
0.0001	8	< 0.1%
0.0005	1	< 0.1%

Value	Count	Frequency (%)
3520	1	< 0.1%
166.67	1	< 0.1%
134	1	< 0.1%
110.71	1	< 0.1%
105	1	< 0.1%
104	1	< 0.1%
103.5	4	< 0.1%
103	1	< 0.1%
100.8	1	< 0.1%
100	1011	0.3%

fat_100g
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	3378
Distinct (%)	1.4%
Missing	76881
Missing (%)	24.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.730379

Minimum	0
Maximum	714.29
Zeros	64504
Zeros (%)	20.1%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5
Q3	20
95-th percentile	46.43
Maximum	714.29
Range	714.29
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	17.578747
Coefficient of variation (CV)	1.3808503
Kurtosis	17.184558
Mean	12.730379
Median Absolute Deviation (MAD)	5
Skewness	2.4647045
Sum	3104824.8
Variance	309.01234
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	64504	20.1%
25	3409	1.1%
0.5	3202	1.0%
32.14	2981	0.9%
20	2688	0.8%
1.79	2528	0.8%
28.57	2460	0.8%
0.1	2437	0.8%
21.43	2411	0.8%
10	2284	0.7%
Other values (3368)	154987	48.3%
(Missing)	76881	24.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	64504	20.1%
0.0001	2	< 0.1%
0.000133	1	< 0.1%
0.001	1	< 0.1%
0.003	1	< 0.1%
0.004	2	< 0.1%
0.005	3	< 0.1%
0.007	1	< 0.1%
0.01	43	< 0.1%
0.012	2	< 0.1%

Value	Count	Frequency (%)
714.29	1	< 0.1%
380	1	< 0.1%
105	1	< 0.1%
101	1	< 0.1%
100	1288	0.4%
99.9	16	< 0.1%
99.85	1	< 0.1%
99.82	1	< 0.1%
99.8	17	< 0.1%
99.7	5	< 0.1%

saturated_fat_100g
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	2197
Distinct (%)	1.0%
Missing	91218
Missing (%)	28.4%
Infinite	0
Infinite (%)	0.0%
Mean	5.1299323

Minimum	0
Maximum	550
Zeros	68736
Zeros (%)	21.4%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.79
Q3	7.14
95-th percentile	20
Maximum	550
Range	550
Interquartile range (IQR)	7.14

Descriptive statistics

Standard deviation	8.0142381
Coefficient of variation (CV)	1.5622503
Kurtosis	116.64216
Mean	5.1299323
Median Absolute Deviation (MAD)	1.79
Skewness	4.8175969
Sum	1177596.5
Variance	64.228013
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	68736	21.4%
0.1	5355	1.7%
3.57	3487	1.1%
0.5	3302	1.0%
7.14	2880	0.9%
0.2	2601	0.8%
1	2444	0.8%
0.3	2335	0.7%
3.33	2213	0.7%
1.79	2190	0.7%
Other values (2187)	134011	41.8%
(Missing)	91218	28.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	68736	21.4%
0.0001	11	< 0.1%
0.001	30	< 0.1%
0.002	10	< 0.1%
0.003	4	< 0.1%
0.0032	1	< 0.1%
0.004	3	< 0.1%
0.005	11	< 0.1%
0.006	2	< 0.1%
0.00667	1	< 0.1%

Value	Count	Frequency (%)
550	1	< 0.1%
210	1	< 0.1%
175.38	1	< 0.1%
100	12	< 0.1%
99.9	1	< 0.1%
99	2	< 0.1%
98	1	< 0.1%
96	2	< 0.1%
95.5	1	< 0.1%
95	5	< 0.1%

nutrition_score_uk_100g
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	55
Distinct (%)	< 0.1%
Missing	99562
Missing (%)	31.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.0580489

Minimum	-15
Maximum	40
Zeros	13588
Zeros (%)	4.2%
Negative	37361
Negative (%)	11.6%
Memory size	2.4 MiB

Quantile statistics

Minimum	-15
5-th percentile	-5
Q1	1
median	9
Q3	16
95-th percentile	24
Maximum	40
Range	55
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	9.1835893
Coefficient of variation (CV)	1.0138595
Kurtosis	-1.0755201
Mean	9.0580489
Median Absolute Deviation (MAD)	8
Skewness	0.1320062
Sum	2003731
Variance	84.338312
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13588	4.2%
1	11932	3.7%
2	11083	3.5%
14	10689	3.3%
-1	8827	2.8%
13	8409	2.6%
12	8239	2.6%
11	8093	2.5%
3	7620	2.4%
20	7390	2.3%
Other values (45)	125340	39.1%
(Missing)	99562	31.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-15	1	< 0.1%
-14	5	< 0.1%
-13	23	< 0.1%
-12	46	< 0.1%
-11	90	< 0.1%
-10	157	< 0.1%
-9	315	0.1%
-8	602	0.2%
-7	963	0.3%
-6	4926	1.5%

Value	Count	Frequency (%)
40	3	< 0.1%
38	1	< 0.1%
37	2	< 0.1%
36	17	< 0.1%
35	34	< 0.1%
34	20	< 0.1%
33	101	< 0.1%
32	64	< 0.1%
31	76	< 0.1%
30	192	0.1%

nutrition_score_fr_100g
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	55
Distinct (%)	< 0.1%
Missing	99562
Missing (%)	31.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.165535

Minimum	-15
Maximum	40
Zeros	12763
Zeros (%)	4.0%
Negative	35706
Negative (%)	11.1%
Memory size	2.4 MiB

Quantile statistics

Minimum	-15
5-th percentile	-5
Q1	1
median	10
Q3	16
95-th percentile	24
Maximum	40
Range	55
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	9.0559029
Coefficient of variation (CV)	0.98803866
Kurtosis	-1.0188856
Mean	9.165535
Median Absolute Deviation (MAD)	8
Skewness	0.11483636
Sum	2027508
Variance	82.009378
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12763	4.0%
1	11268	3.5%
14	11253	3.5%
2	10604	3.3%
13	8827	2.8%
-1	8804	2.7%
12	8658	2.7%
11	8653	2.7%
3	7857	2.4%
15	7529	2.3%
Other values (45)	124994	39.0%
(Missing)	99562	31.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-15	1	< 0.1%
-14	5	< 0.1%
-13	23	< 0.1%
-12	46	< 0.1%
-11	90	< 0.1%
-10	159	< 0.1%
-9	315	0.1%
-8	601	0.2%
-7	950	0.3%
-6	4925	1.5%

Value	Count	Frequency (%)
40	4	< 0.1%
38	1	< 0.1%
37	3	< 0.1%
36	17	< 0.1%
35	36	< 0.1%
34	20	< 0.1%
33	105	< 0.1%
32	73	< 0.1%
31	79	< 0.1%
30	207	0.1%

cholesterol_100g
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	537
Distinct (%)	0.4%
Missing	176682
Missing (%)	55.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.020071383

Minimum	0
Maximum	95.238
Zeros	89441
Zeros (%)	27.9%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.02
95-th percentile	0.09
Maximum	95.238
Range	95.238
Interquartile range (IQR)	0.02

Descriptive statistics

Standard deviation	0.35806161
Coefficient of variation (CV)	17.839408
Kurtosis	51631.976
Mean	0.020071383
Median Absolute Deviation (MAD)	0
Skewness	221.11781
Sum	2892.0856
Variance	0.12820811
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	89441	27.9%
0.071	2462	0.8%
0.107	2237	0.7%
0.012	1909	0.6%
0.089	1664	0.5%
0.054	1651	0.5%
0.018	1591	0.5%
0.004	1503	0.5%
0.036	1386	0.4%
0.008	1209	0.4%
Other values (527)	39037	12.2%
(Missing)	176682	55.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	89441	27.9%
4.5 × 10^-5	1	< 0.1%
7.1 × 10^-5	1	< 0.1%
0.0001	5	< 0.1%
0.0002	5	< 0.1%
0.0004	1	< 0.1%
0.000416	1	< 0.1%
0.00046	1	< 0.1%
0.0005	2	< 0.1%
0.0008	1	< 0.1%

Value	Count	Frequency (%)
95.238	1	< 0.1%
70.588	1	< 0.1%
62.5	1	< 0.1%
13.846	1	< 0.1%
10.9	1	< 0.1%
1.58	1	< 0.1%
1.291	1	< 0.1%
1.25	1	< 0.1%
1.081	1	< 0.1%
0.996	1	< 0.1%

Heatmap
Table

	energy_100g	salt_100g	sodium_100g	fiber_100g	additives_n	sugars_100g	fat_100g	saturated_fat_100g	nutrition_score_uk_100g	nutrition_score_fr_100g	cholesterol_100g
energy_100g	1.000	-0.001	-0.001	0.077	-0.003	0.057	0.094	0.074	0.070	0.068	0.005
salt_100g	-0.001	1.000	1.000	-0.000	-0.001	0.000	-0.004	-0.002	0.007	0.007	0.113
sodium_100g	-0.001	1.000	1.000	-0.000	-0.001	0.000	-0.004	-0.002	0.007	0.007	0.113
fiber_100g	0.077	-0.000	-0.000	1.000	-0.051	0.345	0.136	0.155	-0.045	-0.047	-0.024
additives_n	-0.003	-0.001	-0.001	-0.051	1.000	0.136	-0.121	-0.053	0.163	0.167	-0.005
sugars_100g	0.057	0.000	0.000	0.345	0.136	1.000	-0.047	0.157	0.432	0.442	-0.017
fat_100g	0.094	-0.004	-0.004	0.136	-0.121	-0.047	1.000	0.689	0.592	0.568	0.022
saturated_fat_100g	0.074	-0.002	-0.002	0.155	-0.053	0.157	0.689	1.000	0.641	0.624	0.044
nutrition_score_uk_100g	0.070	0.007	0.007	-0.045	0.163	0.432	0.592	0.641	1.000	0.986	0.031
nutrition_score_fr_100g	0.068	0.007	0.007	-0.047	0.167	0.442	0.568	0.624	0.986	1.000	0.031
cholesterol_100g	0.005	0.113	0.113	-0.024	-0.005	-0.017	0.022	0.044	0.031	0.031	1.000

Heatmap
Table

	energy_100g	salt_100g	sodium_100g	fiber_100g	additives_n	sugars_100g	fat_100g	saturated_fat_100g	nutrition_score_uk_100g	nutrition_score_fr_100g	cholesterol_100g
energy_100g	1.000	0.122	0.122	0.332	0.022	0.293	0.737	0.616	0.659	0.639	0.004
salt_100g	0.122	1.000	1.000	-0.051	0.142	-0.278	0.298	0.187	0.375	0.349	0.244
sodium_100g	0.122	1.000	1.000	-0.051	0.142	-0.278	0.298	0.187	0.375	0.349	0.244
fiber_100g	0.332	-0.051	-0.051	1.000	-0.177	0.091	0.190	0.016	-0.205	-0.212	-0.397
additives_n	0.022	0.142	0.142	-0.177	1.000	0.213	-0.044	0.036	0.227	0.233	0.105
sugars_100g	0.293	-0.278	-0.278	0.091	0.213	1.000	-0.045	0.070	0.360	0.383	-0.155
fat_100g	0.737	0.298	0.298	0.190	-0.044	-0.045	1.000	0.867	0.643	0.618	0.317
saturated_fat_100g	0.616	0.187	0.187	0.016	0.036	0.070	0.867	1.000	0.705	0.683	0.475
nutrition_score_uk_100g	0.659	0.375	0.375	-0.205	0.227	0.360	0.643	0.705	1.000	0.985	0.299
nutrition_score_fr_100g	0.639	0.349	0.349	-0.212	0.233	0.383	0.618	0.683	0.985	1.000	0.299
cholesterol_100g	0.004	0.244	0.244	-0.397	0.105	-0.155	0.317	0.475	0.299	0.299	1.000

Heatmap
Table

	energy_100g	salt_100g	sodium_100g	fiber_100g	additives_n	sugars_100g	fat_100g	saturated_fat_100g	nutrition_score_uk_100g	nutrition_score_fr_100g	cholesterol_100g
energy_100g	1.000	0.088	0.088	0.230	0.015	0.201	0.587	0.454	0.475	0.458	0.015
salt_100g	0.088	1.000	1.000	-0.034	0.104	-0.191	0.219	0.134	0.262	0.243	0.194
sodium_100g	0.088	1.000	1.000	-0.034	0.104	-0.191	0.219	0.134	0.262	0.243	0.194
fiber_100g	0.230	-0.034	-0.034	1.000	-0.137	0.069	0.141	0.014	-0.152	-0.157	-0.322
additives_n	0.015	0.104	0.104	-0.137	1.000	0.157	-0.036	0.026	0.166	0.170	0.085
sugars_100g	0.201	-0.191	-0.191	0.069	0.157	1.000	-0.028	0.055	0.262	0.277	-0.119
fat_100g	0.587	0.219	0.219	0.141	-0.036	-0.028	1.000	0.712	0.464	0.443	0.261
saturated_fat_100g	0.454	0.134	0.134	0.014	0.026	0.055	0.712	1.000	0.540	0.519	0.396
nutrition_score_uk_100g	0.475	0.262	0.262	-0.152	0.166	0.262	0.464	0.540	1.000	0.967	0.226
nutrition_score_fr_100g	0.458	0.243	0.243	-0.157	0.170	0.277	0.443	0.519	0.967	1.000	0.226
cholesterol_100g	0.015	0.194	0.194	-0.322	0.085	-0.119	0.261	0.396	0.226	0.226	1.000

Heatmap
Table

	energy_100g	salt_100g	sodium_100g	fiber_100g	additives_n	sugars_100g	fat_100g	saturated_fat_100g	nutrition_score_uk_100g	nutrition_score_fr_100g	cholesterol_100g
energy_100g	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	NaN
salt_100g	0.000	1.000	0.707	NaN	0.000	0.000	0.000	0.000	0.000	0.000	NaN
sodium_100g	0.000	0.707	1.000	NaN	0.000	0.000	0.000	0.000	0.000	0.000	NaN
fiber_100g	0.000	NaN	NaN	1.000	0.000	0.707	NaN	1.000	0.010	0.010	NaN
additives_n	0.000	0.000	0.000	0.000	1.000	0.000	0.058	0.022	0.187	0.182	0.000
sugars_100g	0.000	0.000	0.000	0.707	0.000	1.000	NaN	1.000	0.008	0.008	NaN
fat_100g	0.000	0.000	0.000	NaN	0.058	NaN	1.000	0.705	0.207	0.179	0.000
saturated_fat_100g	0.000	0.000	0.000	1.000	0.022	1.000	0.705	1.000	0.151	0.148	0.000
nutrition_score_uk_100g	0.000	0.000	0.000	0.010	0.187	0.008	0.207	0.151	1.000	1.000	0.000
nutrition_score_fr_100g	0.000	0.000	0.000	0.010	0.182	0.008	0.179	0.148	1.000	1.000	0.000
cholesterol_100g	NaN	NaN	NaN	NaN	0.000	NaN	0.000	0.000	0.000	0.000	1.000

Heatmap
Table

	additives_n	cholesterol_100g	energy_100g	fat_100g	fiber_100g	nutrition_score_fr_100g	nutrition_score_uk_100g	salt_100g	saturated_fat_100g	sodium_100g	sugars_100g
additives_n	1.000	0.105	0.022	-0.044	-0.177	0.233	0.227	0.142	0.036	0.142	0.213
cholesterol_100g	0.105	1.000	0.004	0.317	-0.397	0.299	0.299	0.244	0.475	0.244	-0.155
energy_100g	0.022	0.004	1.000	0.737	0.332	0.639	0.659	0.122	0.616	0.122	0.293
fat_100g	-0.044	0.317	0.737	1.000	0.190	0.618	0.643	0.298	0.867	0.298	-0.045
fiber_100g	-0.177	-0.397	0.332	0.190	1.000	-0.212	-0.205	-0.051	0.016	-0.051	0.091
nutrition_score_fr_100g	0.233	0.299	0.639	0.618	-0.212	1.000	0.985	0.349	0.683	0.349	0.383
nutrition_score_uk_100g	0.227	0.299	0.659	0.643	-0.205	0.985	1.000	0.375	0.705	0.375	0.360
salt_100g	0.142	0.244	0.122	0.298	-0.051	0.349	0.375	1.000	0.187	1.000	-0.278
saturated_fat_100g	0.036	0.475	0.616	0.867	0.016	0.683	0.705	0.187	1.000	0.187	0.070
sodium_100g	0.142	0.244	0.122	0.298	-0.051	0.349	0.375	1.000	0.187	1.000	-0.278
sugars_100g	0.213	-0.155	0.293	-0.045	0.091	0.383	0.360	-0.278	0.070	-0.278	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	energy_100g	salt_100g	sodium_100g	fiber_100g	additives_n	sugars_100g	fat_100g	saturated_fat_100g	nutrition_score_uk_100g	nutrition_score_fr_100g	cholesterol_100g
0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1	2243.0	0.00000	0.000	3.6	0.0	14.29	28.57	28.57	14.0	14.0	0.018
2	1941.0	0.63500	0.250	7.1	0.0	17.86	17.86	0.00	0.0	0.0	0.000
3	2540.0	1.22428	0.482	7.1	0.0	3.57	57.14	5.36	12.0	12.0	NaN
4	1552.0	NaN	NaN	5.7	0.0	NaN	1.43	NaN	NaN	NaN	NaN
5	1933.0	NaN	NaN	7.7	0.0	11.54	18.27	1.92	NaN	NaN	NaN
6	1490.0	NaN	NaN	NaN	0.0	NaN	NaN	NaN	NaN	NaN	NaN
7	1833.0	0.13970	0.055	9.4	2.0	15.62	18.75	4.69	7.0	7.0	NaN
8	2406.0	NaN	NaN	7.5	0.0	42.50	37.50	22.50	NaN	NaN	NaN
9	3586.0	NaN	NaN	NaN	0.0	NaN	100.00	7.14	NaN	NaN	NaN

	energy_100g	salt_100g	sodium_100g	fiber_100g	additives_n	sugars_100g	fat_100g	saturated_fat_100g	nutrition_score_uk_100g	nutrition_score_fr_100g	cholesterol_100g
320762	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
320763	21.0	0.0254	0.01	0.2	0.0	0.5	0.2	0.2	0.0	2.0	NaN
320764	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
320765	NaN	NaN	NaN	NaN	0.0	NaN	NaN	NaN	NaN	NaN	NaN
320766	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
320767	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
320768	0.0	0.0000	0.00	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
320769	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
320770	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
320771	2092.0	0.0000	0.00	NaN	7.0	0.0	0.0	NaN	NaN	NaN	NaN

Most frequently occurring

	energy_100g	salt_100g	sodium_100g	fiber_100g	additives_n	sugars_100g	fat_100g	saturated_fat_100g	nutrition_score_uk_100g	nutrition_score_fr_100g	cholesterol_100g	# duplicates
25852	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	44597
25761	NaN	NaN	NaN	NaN	0.0	NaN	NaN	NaN	NaN	NaN	NaN	9268
25780	NaN	NaN	NaN	NaN	1.0	NaN	NaN	NaN	NaN	NaN	NaN	1506
25789	NaN	NaN	NaN	NaN	2.0	NaN	NaN	NaN	NaN	NaN	NaN	900
51	0.0	0.0	0.0	NaN	0.0	NaN	0.00	NaN	NaN	NaN	NaN	856
44	0.0	0.0	0.0	NaN	0.0	0.00	0.00	NaN	NaN	NaN	NaN	663
25433	3347.0	0.0	0.0	NaN	0.0	NaN	93.33	13.33	NaN	NaN	0.0	577
25792	NaN	NaN	NaN	NaN	3.0	NaN	NaN	NaN	NaN	NaN	NaN	547
16171	1494.0	0.0	0.0	3.6	2.0	3.57	1.79	0.00	-6.0	-6.0	0.0	485
25796	NaN	NaN	NaN	NaN	4.0	NaN	NaN	NaN	NaN	NaN	NaN	337

Overview

Variables

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring